开云体育中国区官网-官方入口

性 别

女

出生年月

1977.12

最高学历、学位

研究生/博士

职 称

副教授

职 务

电子邮箱

[email protected]

个人简介

一、基本情况：

高恩婷，博士，副教授，硕士生导师。长期以来进行医学影像处理与分析等方面科学研究，已在Pattern Recognition、Neurocomputing、Biomedical Optics Express、Future Generation Computer Systems等国际期刊或会议上发表40余篇学术论文，主持了省重点实验室开放课题2项、苏州市软科学研究项目1项，校级项目多项，作为主要参与人完成了国家级重大重点项目子课题1项，国家自然科学基金面上项目2项，以及其他国家级、省部级项目。

二、主要研究领域及学术成就：

主要研究方向为医学图像处理与分析及其应用。包括：

1、人工智能、深度学习算法（元学习、半监督学习、弱监督学习、小样本学习等）；

2、多模态医学影像处理与分析（视网膜、皮肤、胰腺、腹部脏器、肿瘤等）；

3、基于强化学习的图像分割与分类方法；

4、基于深度学习的图像分割与分类方法

5、基于形状模型的图像分割方法；

6、基于图割、图搜索的图像分割方法。

三、代表性科研成果：（限10项以内）

1. Gao E, Zha Z, Li Y, et al. Amplitude-guided Deep Reinforcement Learning for Semi-Supervised Layer Segmentation[J]. Pattern Recognition, 2026: 113204.

2. Tao Peng, Dehui Xiang*, Zhongyi Zhang, Binbin Jiang, Baoqing Nie, Fei Shi, Derun Li, Caishan Wang, Weifang Zhu, Jing Cai, Enting Gao^*, Xinjian Chen*，Designing a hybrid optimization methodology for delineating boundary of ultrasound prostate cancer with an explainable mathematical model[J]. Neurocomputing,2025: 131794.

3. Hao Yang; Youyuan Xu; Ying Li*; Yichong Hu; Yue Yu; Haizhen Sun*; Enting Gao^* ，Deep Learning Reveals Direct Correlation Between Red Blood Cell Morphology and Deformability[J]. Applied Physics Letters,2025,Vol.126(26): 263701.

4. Hao Yang; Jiaqi Yan; Youyuan Xu; Enting Gao^*; Yichong Hu; Haizhen Sun. Efficient in-droplet cell culture and cytomechanics measurement for assessment of human cellular responses to alcohol[J]. Analytica Chimica Acta,2025,Vol.1339: 343636.

5. Enting Gao, Hui Jiang, Zhibang Zhou, Changxing Yang, Muyang Chen, Weifang Zhu, Fei Shi, Xinjian Chen, Jian Zheng, Yun Bian, Dehui Xiang, Automatic multi-tissue segmentation in pancreatic pathological images with selected multi-scale attention network, Computers in Biology and Medicine,[J]. Computers in Biology and Medicine, Volume 151, Part A, 2022, 106228, ISSN 0010-4825.

6. 查子安,董兴华,朱军辉,,向德辉,高恩婷^*，ICFDRL-SLS：基于因果不变流的深度强化学习半监督层分割方法.《计算机应用研究》2026.8

7. Wang J, Huang J, Fu Q, Gao E, Chen J. Metabolism-based ventilation monitoring and control method for COVID-19 risk mitigation in gymnasiums and alike places. Sustain Cities Soc. 2022 May;80:103719. doi: 10.1016/j.scs.2022.103719. Epub 2022 Jan 29. PMID: 35127340; PMCID: PMC8799456.

8. Liang, HL (Liang, Helan); Du, YH (Du, Yanhua); Gao, ET^*; Sun, JH (Sun, Jinghan). Cost-driven scheduling of service processes in hybrid cloud with VM deployment and interval-based charging[J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE  2020,01(107) 351-367, DOI: 10.1016/j.future.

9. Rong Y, Xiang D, Zhu W, Shi F，Gao E et al. Deriving external forces via convolutional neural networks for biomedical image segmentation[J]. Biomedical Optics Express, 2019, 10(8): 3800-3814.

10. Yu K, Shi F, Gao E, et al. Shared-hole graph search with adaptive constraints for 3D optic nerve head optical coherence tomography image segmentation[J]. Biomedical Optics Express, 2018, 9(3):962.